Causal Inference and Bias in Learning Analytics: A Primer on Pitfalls Using Directed Acyclic Graphs

Keyphrases

• Learning Analytics 100%
• Causal Inference 100%
• Directed Acyclic Graph 100%
• Causal Claim 66%
• Learning Improvement 33%
• Popular 33%
• Data-centric 33%
• Randomized Experiment 33%
• Observational Data 33%
• Theoretical Development 33%
• Overcontrol Bias 33%
• Confounding Bias 33%
• Collider Bias 33%

Arts and Humanities

• Causal 100%
• Pitfalls 100%
• Literature 20%
• Popular 20%
• Experimental 20%
• Field Research 20%
• Controlled 20%
• Empirical 20%
• Randomized Experiment 20%

Psychology

• Learning Analytics 100%
• Causal Inference 100%
• Theoretical Development 33%